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Merchandising controls

Tune recommendation pressure without giving up determinism.

Audit pins, boosts and exclusions against product demand, stale catalog references, stalled products and invisible SKUs before changing a live finder.

What this unlocks

Pin, boost and exclude audit
Product demand lanes
Stale-control detection
Copyable merchandising packet

Why it matters

Built for the real MVP, not imaginary enterprise complexity.

01

Hard filters still run before ranking controls

02

AI explanations do not choose products

03

Winners and stalled products are separated before merchants add pressure